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Sudhir Mattoo HR Leader, Cognitive Solutions Units
IBM, Asia Pacific
[2]
How many of you want to / are expected to deliver accurate, real-
time insights based on cumulative knowledge that existing in
your organization?
How many of you feel like you have the data or tools to do that
job properly?
[3]
44 zettabytes
unstructured data
2010 2020
structured data
Data is growing exponentially…..
650bn Harry Potter books/day
1.8B photos/day
500 hours/minute
700K hours/day You are here
[4]
5
….demanding more sophisticated analytics capabilities D
ata
Analytics Capability
INSIGHT confusion
misleading
High Poor
Small
Large
The New Era of Computing
Tabulating Systems Era
Programmable Systems Era
Cognitive Systems Era
Cognitive Systems learn and interact naturally with people and help them make better decisions by penetrating the complexity and overwhelming volume of Big Data.
‘True North’
Data
[6]
[7]
Cognitive systems amplify human cognition. Cognitive systems don’t do your thinking for you.
They do your research for you so that you can think better.
What is a cognitive business?
[8]
UNDERSTAND
Cognitive
systems
understand
imagery,
language and
other
unstructured
data like humans
do.
REASON
They can reason,
grasp underlying
concepts, form
hypotheses, and
infer and extract
ideas.
LEARN
With each data
point, interaction
and outcome, they
develop and
sharpen expertise,
so they never stop
learning.
INTERACT
With abilities to
see,
talk and hear,
cognitive systems
interact with
humans in a natural
way.
How does cognitive computing Work?
9
Multiple interpretations Hundreds of answer sources • Primary search
• Candidate answer generation
Tens of thousands of evidence sources and scores • Answer scoring
• Evidence retrieval
• Deep evidence scoring
Learned models • Combine and weigh evidence
Inquiry analysis Decomposition Hypothesis generation Synthesis Hypothesis and evidence
scoring
Final confidence merging
and ranking Question Answer
?
Natural language processing
Information retrieval
Knowledge representation and reasoning
Deep analytics
Parallel and distributed computing
Machine learning
!
As solutions move up the cognitive maturity curve they transition from surfacing knowledge to advising users based on continuous learning
Curation Information is available in standardized
ways to enable learning & training.
Experts create new content in
standardized way to enable learning and
training.
Discovery Knowledge is easily accessible, from one
place, a place experts and beginners go
to find an answer.
Expertise A deep understanding of how the best
experts solve problems is available to
beginners, enabling rapid competency
Learning & Adaptation Automation and Curation complement
each other enable auto learning and
problem solving getting smarter
Sharing
Information
w/People
New discoveries
Through efficient
Consolidation &
Smart access
Encoded Expertise and
Smart Advisors access a
Combination of learning and
Diagnostics to solve problems
Validity (logically harmonized for knowledge)
Verified (expert approved)
Variety (many forms of knowledge)
Verbose (rich text repositories)
Adaptive solutions and processes
Allow for constant improving of
Metrics and problem solving abilities
10
Enhance Scale Accelerate
How can cognitive computing improve human performance?
11
Enhances the cognitive process of professionals to strengthen decision making
in the moment
Scales expertise by elevating the consistency and
objectivity of decision making across an
organization
Captures the expertise of the top performers and
accelerates the development of expertise in others
Cognitive use cases follow five common patterns
12
Helps
organizations
build stronger
relationships
with constituents
Helps people
create new
insights by
synthesizing
information
Helps users
make more
informed,
evidence-based
decisions
Helps users
evaluate
compliance of a
decision to
policies
Visually depict
and analyze data
for clear advice
Engagement Discovery Decision Policy Exploration
Law Enforcement/
Medical / Genology
Research
Clinical Trial
Matching/
Regulatory
Cancer Treatment
Symptoms/
Recommendations
360 degree view
and Content
Analytics
Call Centers &
Technical Support
Self Service Q&A
[13]
Cognitive can be easily applied to many functional areas
Complex workflows, ecosystem
partners, unstructured data
Engagement
complexity
Simple workflows,
single end user
structured data
Routine,
predictable, fact
finding
Expert, knowledge
intensive, judgment
based
Advice
complexity
• Loan origination
• Trade finance
• Financial supply
• Account opening
COLLABORATE
• Help desk
• Contact centre
• Inquiry transactions
• Maintenance transactions
• Loan close and fulfilment
AUTOMATE
• Product development
• Marketing
• Customer lifetime value
• Product profitability
• Business intrinsic value
INNOVATE
• Financial advice
• Retirement planning
• Trading support
• Fraud detection
• Underwriting
• Compliance
• Client prospecting
• Product management
AUGMENT
[14]
Fast
Follower Proven Industry
based offerings
Innovator Build your own
cognitive application
with APIs
Where to start?
First Mover Customised
Cognitive
Enterprise
Transformation
8 to 12 weeks
The Road to a Cognitive Enterprise
15
Ongoing Cognitive Enterprise
Use Case / Experiment
Fine Tune - PoV
Pilot / Beta
Starburst
Design Thinking Workshop
Engage Users Early
Build / Measure / Learn
Assess and Re-Loop
Core Cognitive Pilot Establish Success Metrics
Content / Train / Test
Integrate
Release in Small Batch Sizes
– Quickly
Measure and Re-loop
Business Domains Product Lines
Solutions
Market Segments
Business Functions Pre-Sales
Product / Solution Analysis
Configuration
Troubleshooting
Support Discovery
Users CSEs
Customers
Partners
Quick Hit / Validate (1day-2wks) 12 to 26 weeks
Experiment & Validate
Business Use Cases
Option 1
• Brainstorming Hypothesis • Analytic and cognitive insight • Understand the available data • Business value • Business processes impacted • Use case scoring • Identify best case(s)
• IBM shares marketplace trends, capabilities and case studies
• Ideas are Shared
• Execute the Proof of Value • Analyze Client Data against the
use case • Predict and Prescribe • Develop Dashboard • Prepare final Business case • Provide Communication
Document
• Determine Scope and Requirements for POV
• Review Available Data • Analyze Gaps • Determine Business Case
Metrics • Create Business Case • Determine POV Roadmap
Proof of Value
Readiness
Use Case Workshop
Visioning
1
2
3
4
Workshop Business/IT leaders and
SMEs
Proof of Value (Primary use case team
only, part-time)
Key business stakeholders POV Planning (Primary use case team
only, part-time) Internal
Gating
Draft
Use Cases
$0 Cost ~$200-350K
Purpose: Evaluate opportunities to apply cognitive computing to
business challenges involving large volumes of data,
primarily unstructured.
Build agility & speed-to-value reducing costs and
continuous process improvements.
Payoff & Why Now? Often the organization doesn't know what it already knows.
Cognitive systems expose the “collective wisdom" of the
organization held within unstructured data. This insight
strengthens decision making consistency & objectivity and
accelerates the development of expertise in junior staff.
Process: Embrace the G A P, think BIG, start small, learn fast and
cultivate a sense of urgency to gain a competitive edge.
Option 2
16
[17]
Hundreds of innovators are building with Watson and changing markets
Fantasy Football players reduce
research time, analyze more data
and get evidence-based
recommendation
Cuts legal research time
from hours to seconds
Virtual Medical Center for patients
with diabetes, PTSD, and other
conditions that require long term
management
Language and data insights help
transform research and analysis to
bring new products to market faster
One perfectly informed decision at
a time
Deeper Engagement
Hilton Hotel and IBM Watson teamed up to pilot a smart robot, dubbed Connie, that will act as a hotel concierge, answering
guests' questions and learning as it works.
Connie is designed to interact with hotel guests and answer questions about hotel amenities, local attractions and dining
options. https://www.youtube.com/watch?v=c91UwLDipkU
1
8
Change Products and Services
Powered by IBM Watson and Elemental Path's
Friendgine technology, the cloud-connected Dinosaurs are changing the way kids learn and
play. https://www.youtube.com/watch?v=ZwcdNJP3yjs
1
9
Scale Expertise
Watson for Oncology is trained by
the best doctors and can also read medical notes, MRIs and scientific research.
Results: Doctors from Bumrungrad International Hospital use Watson to bring the world’s best expertise to 1M+ patients in S.E. Asia.
20
[21]
Cognitive Oil & Gas
… one perfectly informed decision
at a time
Watson technology
culls through 30
years of Woodside’s
documented
knowledge.
Engineers augment
their expertise with a
virtual advisor,
“Lesson Learned.”
Each outcome is
added
to collective
knowledge, informing
future decisions.
G R O W K N O W L E D G E F R O M D A T A E N H A N C E E X P E R T I S E L E A R N A N D A D A P T
With Watson, Woodside Petroleum gains insights from 30 years of
data by asking questions in natural language
12x reduction in time to implement new
technology solutions
(7-10yrs to 7-10months)
Seconds to scan
28,000 documents each over 100 pages; the
equivalent of a human
reading 24hrs a day for 5.3
years
1,200 project
related questions put to Watson already
Woodside user desktop
“We have a big bank of knowledge from over 30 years of operations; all that engineering
expertise sits internally within the company, and is almost like a latent asset that we
need to bring to the forefront.“
Sr. VP Strategy, Science and Technology, Shaun Gregory .
23
Sudhir Mattoo HR Leader, Cognitive Solutions Units
IBM, Asia Pacific
Email: [email protected] www.partnershiponai.org.